Vocalists (vocs)

## [1] "vocs_quan: Name | Appearances | Skin1 | Skin2 | Skin3 | Skin4 | Skin5 | GendM | GendW | GendO"
## [1] "table_vocs_quan: Rank | Artist | Appearances (Top 10)"

Artists (arts)

## [1] "arts_quan: Name | Appearances"
## [1] "table_arts_quan: Rank | Artist | Appearances (Top 10)"

Streaks (strk)

Languages (lang)

## [1] "lang_quan: Language | Appearances"
## [1] "table_lang_quan: Rank | Languages | Appearances"

Genres (genr)

Albums (albm)

## [1] "albm_quan: Album | Artist | Appearances"
## [1] "albm_quan_trks: Album | Tracks"
## [1] "albm_quan_uniq: Album | Artist | Included"
## [1] "table_albm_quan: Rank | Album | Artist | Appearances (Top 10)"
## [1] "table_album_quan_uniq: Rank | Album | Artist | Inclusion (Top 10)"

Songs (song)

## [1] "song_quan: Song | Artist | Appearances"
## [1] "table_song_quan: Rank | Song | Artist | Appearances (Top 5)"

Gender (gend)

## [1] "gend_quan: Anus | Men | Women | Other"
## [1] "gend_quan_year: Year | Men | Women | Other"
## [1] "gend_perc: Anus | Men | Women | Other"
## [1] "gend_perc_year: Year | Men | Women | Other"
## [1] "table_gend_quan_year: Year | Men | Women | Other"
## [1] "table_gend_perc_year: Year | Men | Women | Other"

Skin (skin)

haven’t looked yet

## [1] "skin_quan: Anus | Skin1 | Skin2 | Skin3 | Skin4 | Skin5"
## [1] "skin_quan_year: Year | Skin1 | Skin2 | Skin3 | Skin4 | Skin5"

Plays (play)

haven’t looked yet

Anus-Level Tables (anus)

haven’t looked yet

## [1] "anus_data -- I think that this can be simplified! Why are we using gend_quan specifically?"

View

Tables

table_albm_quan

Rank Album Artist Appearances
1 SATURATION II BROCKHAMPTON 33
2 COWBOY CARTER Beyoncé 31
3 SATURATION BROCKHAMPTON 29
4 Hozier Hozier 22
4 SATURATION III BROCKHAMPTON 22
6 iridescence BROCKHAMPTON 21
7 Positions Ariana Grande 15
7 RENAISSANCE Beyoncé 15
9 GINGER BROCKHAMPTON 12
10 Back to Black Amy Winehouse 11
10 Musas Natalia Lafourcade 11
10 Sometimes I Sit and Think, and Sometimes I Just Sit Courtney Barnett 11

table_albm_quan_uniq

Rank Album Artist Inclusion
1 COWBOY CARTER Beyoncé 27 / 27
2 Positions Ariana Grande 15 / 19
2 RENAISSANCE Beyoncé 15 / 16
4 SATURATION II BROCKHAMPTON 13 / 16
5 GINGER BROCKHAMPTON 12 / 12
5 iridescence BROCKHAMPTON 12 / 15
5 SATURATION III BROCKHAMPTON 12 / 15
5 SATURATION BROCKHAMPTON 12 / 17
9 Hozier Hozier 10 / 15
9 Ungodly Hour Chloe x Halle 10 / 15
11 Back to Black Amy Winehouse 7 / 11
11 Ctrl SZA 7 / 21
11 Musas (Un Homenaje al Folclore Latinoamericano en Manos de Los Macorinos), Vol. 2 Natalia Lafourcade 7 / 13
11 Sometimes I Sit and Think, and Sometimes I Just Sit Courtney Barnett 7 / 11
15 American Teen Khalid 6 / 15
15 ARIZONA BABY Kevin Abstract 6 / 11
15 Melodrama Lorde 6 / 11
15 Riot! Paramore 6 / 11
15 ROADRUNNER: NEW LIGHT, NEW MACHINE BROCKHAMPTON 6 / 17
15 SOUR Olivia Rodrigo 6 / 11
15 This Is Why Paramore 6 / 10

table_anus_play_2009

Rank Order Title Artist Net Plays
1 6 Do It (Remix) Chloe x Halle, City Girls, Latto, Doja Cat 67
2 2 Backyard Boy Claire Rosinkranz 65
3 1 Baby Boy Beyoncé, Sean Paul 62
4 7 Fkn Around Phony Ppl, Megan Thee Stallion 60
5 5 Misery Business Paramore 57
10 9 I’m Still in Love with You Sean Paul 22

table_anus_play_2010

Rank Order Title Artist Net Plays
1 1 Be Careful Cardi B 92
2 3 Discounts cupcakKe 89
3 2 ST. PERCY BROCKHAMPTON 86
4 4 Adore You Harry Styles 75
5 5 Tumbao Kat Dahlia 69
12 10 MotorSport Migos, Nicki Minaj, Cardi B 24

table_anus_play_2011

Rank Order Title Artist Net Plays
1 1 Ungodly Hour Chloe x Halle 76
2 8 Yo Perreo Sola Bad Bunny 74
3 2 Mariners Apartment Complex Lana Del Rey 68
3 3 No Quise Mirar Carla Morrison 68
3 5 Levitating Dua Lipa 68
3 6 Twerk City Girls, Cardi B 68
13 13 Prom SZA 50

table_anus_play_2012

Rank Order Title Artist Net Plays
1 1 White Tee CORPSE 48
2 2 Miss YOU! CORPSE 46
3 3 Bang Bang (My Baby Shot Me Down) Nancy Sinatra 45
4 4 Therefore I Am Billie Eilish 43
5 16 Heavy Balloon Fiona Apple 41
22 21 Day ‘N’ Nite (nightmare) Kid Cudi 11

table_anus_play_2101

Rank Order Title Artist Net Plays
1 1 Quizás, Quizás, Quizás Celia Cruz 74
2 3 ARE YOU OK? Daniel Caesar 51
2 4 Like That Doja Cat, Gucci Mane 51
4 5 Tus Ojitos (Vals de la Guardia Vieja) Natalia Lafourcade, Los Macorinos 48
5 14 Tipsy Chloe x Halle 47
14 10 Hotline Bling Drake 15

table_anus_play_2102

Rank Order Title Artist Net Plays
1 1 Ladies Fiona Apple 69
2 2 bad idea! girl in red 67
3 3 Wonder What She Thinks of Me Chloe x Halle 65
4 4 Diamonds Megan Thee Stallion, Normani 59
5 7 OHFR? Rico Nasty 54
8 9 Universe Ambar Lucid 44

table_anus_play_2103

Rank Order Title Artist Net Plays
1 2 Agoraphobic CORPSE 79
2 1 Babylon SZA, Kendrick Lamar 74
3 3 No Frauds Nicki Minaj, Drake, Lil Wayne 68
4 4 Trapdoor twenty one pilots 55
4 7 STAR BROCKHAMPTON 55
11 9 Can’t Feel My Face The Weeknd 24

table_anus_play_2104

Rank Order Title Artist Net Plays
1 1 MONTERO (Call Me By Your Name) Lil Nas X 94
2 3 Slumber Party Ashnikko, Princess Nokia 78
3 2 Cat Girls Are Ruining My Life! CORPSE 72
3 5 I Thought About Killing You Kanye West 72
5 6 Girls in the Hood Megan Thee Stallion 71
11 11 Juicy Doja Cat 36

table_anus_play_2105

Rank Order Title Artist Net Plays
1 2 Closer (Ode 2 U) Ravyn Lenae 55
2 5 Overwhelmed Chloe x Halle 53
3 3 t r a n s p a r e n t s o u l WILLOW, Travis Barker 50
4 1 Kiss Me More Doja Cat, SZA 44
5 4 Baby Boy Choker 42
7 7 Itty Bitty Piggy Nicki Minaj 35

table_anus_play_2106

Rank Order Title Artist Net Plays
1 8 En Cantos iLe, Natalia Lafourcade 51
2 4 DON’T SHOOT UP THE PARTY BROCKHAMPTON 49
3 5 NO HALO BROCKHAMPTON 47
4 10 Si No Pueden Quererte Natalia Lafourcade, Miguel Bosé 46
5 9 Luz de Luna Natalia Lafourcade, Aida Cuevas 43
15 15 jealousy, jealousy Olivia Rodrigo 18

table_anus_play_2107

Rank Order Title Artist Net Plays
1 4 Big Wheels Kevin Abstract 17
2 1 Story to Tell Ambar Lucid 12
3 3 White Ferrari Frank Ocean 10
4 2 Did You Come? girl in red 9
5 5 ¡BREAKOUT! WILLOW, Cherry Glazerr 5

table_anus_play_2108

Rank Order Title Artist Net Plays
1 2 Mujer Divina Natalia Lafourcade, Adrián Dárgelos 51
2 1 Tints Anderson .Paak, Kendrick Lamar 46
3 3 Under the Table Fiona Apple 41
4 4 WHAT’S THE OCCASION? BROCKHAMPTON 36
5 5 Interlude: I’m Not Angry Anymore Paramore 34

table_anus_play_2109

Rank Order Title Artist Net Plays
1 1 Hazy Chloe x Halle 111
2 2 Get Into It (Yuh) Doja Cat 107
3 4 GINGER BROCKHAMPTON 94
4 5 To Be Alone Hozier 91
5 9 Come Home WILLOW, Ayla Tesler Mabe 85
9 8 Redbone Childish Gambino 55

table_anus_play_2110

Rank Order Title Artist Net Plays
1 1 INDUSTRY BABY Lil Nas X, Jack Harlow 187
2 4 XTRA WILLOW, Tierra Whack 162
3 2 Black Sheep Metric 146
4 5 Real Kendrick Lamar, Anna Wise 128
5 6 Qué Bonita Es Mi Tierra Javier Solís, Gerardo Reyes 126
9 3 R U Mine? Arctic Monkeys 83

table_anus_play_2111

Rank Order Title Artist Net Plays
1 1 Leave Me Alone Kari Faux 197
2 2 Invencible iLe 160
3 3 Regret Fiona Apple 152
4 5 Ipanema Still Woozy, Omar Apollo, Elujay 144
5 6 Female Energy, Part 2 WILLOW 135
9 9 Need to Know Doja Cat 79

table_anus_play_2112

Rank Order Title Artist Net Plays
1 5 SAD GIRLZ LUV MONEY (Remix) Moliy, Amarae, Kali Uchis 163
2 1 Sedated Hozier 91
3 3 On I Go Fiona Apple 89
4 2 FourFiveSeconds Rihanna, Kanye West, Paul McCartney 85
5 4 Qué Maldición Ruzzi, Tessa Ía 83
7 6 VICTOR ROBERTS BROCKHAMPTON 58

table_anus_play_2201

Rank Order Title Artist Net Plays
1 4 34+35 (Remix) Ariana Grande, Doja Cat, Megan Thee Stallion 67
2 1 Play Date Melanie Martinez 55
3 5 Let the Flames Begin Paramore 54
4 3 Hard Times Paramore 52
5 6 WINDOWS BROCKHAMPTON 51
7 7 The Art of Peer Pressure Kendrick Lamar 43

table_anus_play_2202

Rank Order Title Artist Net Plays
1 2 A Street That Rhymes At 6am Norma Tanega 132
2 1 4ever WILLOW 127
3 3 Sleep to Dream Fiona Apple 123
4 4 telepatía Kali Uchis 115
5 5 Latch Key Kari Faux 80
6 6 Tuned In Freestyle Megan Thee Stallion 74

table_anus_play_2203

Rank Order Title Artist Net Plays
1 3 Hit ’Em Up 2Pac, Outlawz 95
2 1 BUZZCUT BROCKHAMPTON, Danny Brown 90
3 2 CYANIDE Daniel Caesar 89
3 4 María Ricky Martin 89
5 5 El Chico Del Apartamento 512 Selena 65

table_anus_play_2204

Rank Order Title Artist Net Plays
1 4 Yo Voy Zion & Lennox, Daddy Yankee 85
2 2 Decode Paramore 74
3 1 THE LIGHT PT. II BROCKHAMPTON 73
4 3 Social Cues Cage the Elephant 64

table_anus_play_2205

Rank Order Title Artist Net Plays
1 1 Smile / Petty Anderson .Paak, Sonyae Elise 28
2 3 I Been Ari Lennox 24
3 2 Papercut Kevin Abstract 22
3 5 Appletree Erykah Badu 22
5 4 Champagne Galore Elujay 20

table_anus_play_2206

Rank Order Title Artist Net Plays
1 1 love language Ariana Grande 165
2 2 Meet Me at Our Spot (Live) THE ANXIETY, WILLOW, Tyler Cole 159
3 10 worst behavior Ariana Grande 128
4 4 motive Ariana Grande, Doja Cat 115
5 3 shut up Ariana Grande 114
10 8 pov Ariana Grande 96

table_anus_play_2207

Rank Order Title Artist Net Plays
1 1 Donatella Lady Gaga 51
2 2 Almost (Sweet Music) Hozier 50

table_anus_play_2208

Rank Order Title Artist Net Plays
1 2 Crushcrushcrush Paramore 50
2 1 ALIEN SUPERSTAR Beyoncé 48
3 3 Super Freaky Girl Nicki Minaj 47

table_anus_play_2209

Rank Order Title Artist Net Plays
1 3 Misa Misa! CORPSE, Scarlxrd, Kordhell 67
2 1 Hayloft Mother Mother 64
3 2 AMERICA HAS A PROBLEM Beyoncé 61
4 4 CUFF IT Beyoncé 59
5 9 No Encuentro Palabras Celia Cruz, La Sonora Matancera 42
10 6 NDA Megan Thee Stallion 32

table_anus_play_2210

Rank Order Title Artist Net Plays
1 1 This Is Why Paramore 66
2 2 Guajira Con Tumbao Fania All-Stars 54
3 3 Swan Upon Leda Hozier 49
4 4 We Not Humping (Remix) Monaleo, Flo Milli 40
4 5 Persuasive Doechii, SZA 40

table_anus_play_2211

Rank Order Title Artist Net Plays
1 3 Sunfair Sundown Courtney Barnett 52
2 2 BIG BOY BROCKHAMPTON 51
3 1 ICU Coco Jones 42

table_anus_play_2212

Rank Order Title Artist Net Plays
1 1 Girlfriend Hemlocke Springs 28
2 2 Un Coco Bad Bunny 24
3 3 Una Vez Más Juanpalitoschinos 16

table_anus_play_2301

Rank Order Title Artist Net Plays
1 1 HEATED Beyoncé 51
2 3 Kill Bill SZA 49
3 2 MAN ON THE MOON BROCKHAMPTON 48
3 4 safety net Ariana Grande, Ty Dolla $ign 48

table_anus_play_2302

Rank Order Title Artist Net Plays
1 3 Overthinking IT WILLOW 44
2 5 Snooze SZA 42
3 6 In Ha Mood Ice Spice 40
4 1 We Float PJ Harvey 36
5 10 Un Millón The Marías 33
11 9 María la Curandera Natalia Lafourcade 22

table_anus_play_2303

Rank Order Title Artist Net Plays
1 1 ENERGY Beyoncé, BEAM 77
1 2 Stressed Doechii 77
3 8 KEEP IT SOUTHERN BROCKHAMPTON 73
4 3 CRUCIFY ME BROCKHAMPTON 59
5 7 La Zona Bad Bunny 56
8 5 Superpower Beyoncé, Frank Ocean 47

table_anus_play_2304

Rank Order Title Artist Net Plays
1 1 six thirty Ariana Grande 86
2 6 Crave Paramore 84
3 2 SUMMER RENAISSANCE Beyoncé 75
4 4 Jodie SZA 72
5 3 Wake Up in the Sky Gucci Mane, Bruno Mars, Kodak Black 71
8 8 Supercut Lorde 46

table_anus_play_2305

Rank Order Title Artist Net Plays
1 1 Jumpin’, Jumpin’ Destiny’s Child 28
2 2 THIQUE Beyoncé 27
3 3 Sticky Ravyn Lenae 26
4 4 Boy’s a Liar, Pt. 2 PinkPantheress, Ice Spice 24

table_anus_play_2306

Rank Order Title Artist Net Plays
1 4 Melting Kali Uchis 65
2 1 Bad Liar Selena Gomez 64
3 5 Nonsense Sabrina Carpenter 61
4 6 main thing Ariana Grande 59
5 7 Die For You (Remix) The Weeknd, Ariana Grande 58
9 9 Float Janelle Monáe, Seun Kuti, Egypt 80’ 29

table_anus_play_2307

Rank Order Title Artist Net Plays
1 1 COZY Beyoncé 49
2 2 Empty Kevin Abstract 41
3 3 vampire Olivia Rodrigo 38
4 4 Atrévete-Te-Te Calle 13 27

table_anus_play_2308

Rank Order Title Artist Net Plays
1 3 Running Out of Time Paramore 52
2 1 I’M THAT GIRL Beyoncé 51
3 4 Rose-Colored Boy Paramore 49
4 2 Take a Byte Janelle Monáe 43
5 5 For a Pessimist, I’m Pretty Optimistic Paramore 41
6 6 The Louvre Lorde 38

table_anus_play_2309

Rank Order Title Artist Net Plays
1 3 bad idea right? Olivia Rodrigo 52
2 2 Fantasy Mariah Carey 51
3 5 Fake Happy Paramore 50
4 6 F**k it I love you Lana Del Rey 49
5 1 PURE/HONEY Beyoncé 45
9 9 Caught in the Middle Paramore 28

table_anus_play_2310

Rank Order Title Artist Net Plays
1 1 Tú Sí Sabes Quererme Natalia Lafourcade, Los Macorinos 57
2 2 needy Ariana Grande 54
2 3 ALL UP IN YOUR MIND Beyoncé 54
4 4 Work Song Hozier 47
5 5 Daisy Choker 40

table_anus_play_2311

Rank Order Title Artist Net Plays
1 2 Don’t Hurt Yourself Beyoncé, Jack White 44
2 3 Feather Sabrina Carpenter 38
3 5 Florida Kilos Lana Del Rey 37
4 4 happier Olivia Rodrigo 36
4 6 Brick by Boring Brick Paramore 36
7 1 MOVE Beyoncé, Grace Jones, Tems 31

table_anus_play_2312

Rank Order Title Artist Net Plays
1 1 CHURCH GIRL Beyoncé 39
2 5 MY HOUSE Beyoncé 31
3 3 Perfect Places Lorde 26
4 2 Jaguar Victoria Monét 25
5 4 Smoke Victoria Monét, Lucky Daye 18

table_anus_play_2401

Rank Order Title Artist Net Plays
1 1 6 Inch Beyoncé, The Weeknd 28
2 3 Poison Poison Reneé Rapp 24
2 4 all-american bitch Olivia Rodrigo 24
4 2 Liar Paramore 23

table_anus_play_2402

Rank Order Title Artist Net Plays
1 7 Snow Angel Reneé Rapp 76
2 6 lacy Olivia Rodrigo 72
2 8 Ring the Alarm Beyoncé 72
4 3 How Does It Make You Feel Victoria Monét 64
5 4 16 CARRIAGES Beyoncé 62
8 5 Video Games Lana Del Rey 56

table_anus_play_2403

Rank Order Title Artist Net Plays
1 1 TEXAS HOLD ’EM Beyoncé 108
2 6 Dark Paradise Lana Del Rey 100
3 7 C’est Comme Ça (Re: Wet Leg) Paramore, Wet Leg 97
4 4 Run (Bonus Track) Hozier 94
4 8 The Sharpest Lives My Chemical Romance 94
13 5 imperfect for you Ariana Grande 68

table_anus_play_2404

Rank Order Title Artist Net Plays
1 13 true story Ariana Grande 31
2 2 RIIVERDANCE Beyoncé 30
3 1 SAOKO ROSALÍA 29
3 4 BODYGUARD Beyoncé 29
3 14 someone like u (interlude) Ariana Grande 29
3 15 First Time Hozier 29
13 7 The Only Difference Between Martyrdom and Suicide Is Press Coverage Panic! At the Disco 16
13 9 SUGAR BROCKHAMPTON 16

table_anus_play_2405

Rank Order Title Artist Net Plays
1 1 AMERIICAN REQUIEM Beyoncé 0
1 2 BLACKBIIRD Beyoncé, Tanner Adell, Brittney Spencer, Tiera Kennedy, Reyna Roberts 0
1 3 16 CARRIAGES Beyoncé 0
1 4 PROTECTOR Beyoncé, Rumi Carter 0
1 5 MY ROSE Beyoncé 0
1 6 SMOKE HOUR ★ WILLIE NELSON Beyoncé, Willie Nelson 0
1 7 TEXAS HOLD ’EM Beyoncé 0
1 8 BODYGUARD Beyoncé 0
1 9 DOLLY P Beyoncé, Dolly Parton 0
1 10 JOLENE Beyoncé 0
1 11 DAUGHTER Beyoncé 0
1 12 SPAGHETTII Beyoncé, Linda Martell, Shaboozey 0
1 13 ALLIIGATOR TEARS Beyoncé 0
1 14 SMOKE HOUR II Beyoncé, Willie Nelson 0
1 15 JUST FOR FUN Beyoncé, Willie Jones 0
1 16 II MOST WANTED Beyoncé, Miley Cyrus 0
1 17 LEVII’S JEANS Beyoncé, Post Malone 0
1 18 FLAMENCO Beyoncé 0
1 19 THE LINDA MARTELL SHOW Beyoncé, Linda Martell 0
1 20 YA YA Beyoncé 0
1 21 OH LOUISIANA Beyoncé 0
1 22 DESERT EAGLE Beyoncé 0
1 23 RIIVERDANCE Beyoncé 0
1 24 II HANDS II HEAVEN Beyoncé 0
1 25 TYRANT Beyoncé, Dolly Parton 0
1 26 SWEET ★ HONEY ★ BUCKIIN’ Beyoncé, Shaboozey 0
1 27 AMEN Beyoncé 0

table_arts_quan

Rank Artist Appearances
1 BROCKHAMPTON 134
2 Beyoncé 60
3 Beck 36
4 Natalia Lafourcade 31
5 Ariana Grande 30
6 Hozier 28
7 Paramore 22
8 Courtney Barnett 18
9 Los Macorinos 15
10 Cardi B 14

table_gend_perc_year

Year Men Women Other
2017 71.43% 28.57% 0%
2018 88.05% 11.95% 0%
2019 77.97% 21.69% 0.34%
2020 52.44% 46.22% 1.33%
2021 46.24% 53.23% 0.54%
2022 47.57% 52.43% 0%
2023 NA% NA% NA%
2024 NA% NA% NA%
Avg. 48% 27% 0%

table_gend_quan_year

Year Men Women Other
2017 45 18 0
2018 516 70 0
2019 230 64 1
2020 118 104 3
2021 86 99 1
2022 49 54 0
2023 NA NA NA
2024 NA NA NA
Avg. 130 51 1

table_play_arts_quan

Rank Artist Total Plays
1 Ariana Grande 1,886
2 Beyoncé 1,417
3 BROCKHAMPTON 1,104
4 Paramore 1,040
5 WILLOW 820
6 Fiona Apple 653
7 Doja Cat 592
8 Megan Thee Stallion 546
9 Chloe x Halle 535
10 Natalia Lafourcade 522

table_play_quan

Rank Anus Per Song Avg. Total Net Plays
1 2111 131 1,175
2 2110 123 1,110
3 2206 121 1,213
4 2202 108 651
5 2112 90 630
45 2405 0 0

table_play_quan_year

Year Total Net Plays Song Count Per Song Avg. Avg. Song Count
2020 2,709 57 48 14
2021 7,150 111 64 9
2022 4,246 63 67 5
2023 3,631 81 45 7
2024 2,143 67 32 13
Avg. 3,976 76 51 10

table_skin_perc_year

Year Skin1 Skin2 Skin3 Skin4 Skin5
2017 38.1% 15.87% 17.46% 28.57% 0%
2018 41.81% 6.48% 2.39% 39.93% 9.39%
2019 44.75% 15.59% 4.75% 30.85% 4.07%
2020 30.22% 15.56% 16% 37.33% 0.89%
2021 34.95% 16.13% 19.35% 27.96% 1.61%
2022 35.92% 13.59% 12.62% 35.92% 1.94%
2023 NA% NA% NA% NA% NA%
2024 NA% NA% NA% NA% NA%
Avg. 28.22% 10.4% 9.07% 25.07% 2.24%

table_skin_quan_year

Year Skin1 Skin2 Skin3 Skin4 Skin5
2017 24 10 11 18 0
2018 245 38 14 234 55
2019 132 46 14 91 12
2020 68 35 36 84 2
2021 65 30 36 52 3
2022 37 14 13 37 2
2023 NA NA NA NA NA
2024 NA NA NA NA NA
Avg. 71 22 16 64 9

table_song_quan

Rank Song Artist Appearances
1 HEAT BROCKHAMPTON 5
2 Caro Bad Bunny 4
2 From Eden Hozier 4
2 HOTTIE BROCKHAMPTON 4
2 It Will Come Back Hozier 4
2 STUPID BROCKHAMPTON 4
2 SWEET ★ HONEY ★ BUCKIIN’ Beyoncé, Shaboozey 4
2 ZIPPER BROCKHAMPTON 4

table_vocs_quan

Rank Artist Appearances
1 Kevin Abstract 123
2 Dom McLennon 108
3 Matt Champion 105
4 Joba 90
5 Merlyn Wood 76
6 Ameer Vann 66
7 Beyoncé 59
8 bearface 45
9 Beck 36
10 Natalia Lafourcade 31

Plots

plot_gend_perc

plot_gend_perc_year

plot_play_quan

plot_play_quan_hist

plot_play_quan_year

plot_skin_perc

plot_skin_perc_year

UPDATE TO ALLOW HISTOGRAMS AS WELL :)

Update Album:

## [1] "Yo x Ti, Tu x Mi - Single may be a single."
## [1] "White Tee - Single may be a single."
## [1] "We Not Humping (Remix) - Single may be a single."
## [1] "Wave - Single may be a single."
## [1] "WAP - Single may be a single."
## [1] "Uncle Iroh - Single may be a single."
## [1] "Una Vez Más - Single may be a single."
## [1] "Swan Upon Leda - Single may be a single."
## [1] "Stressed - Single may be a single."
## [1] "Song 33 - Single may be a single."
## [1] "Sola - Single may be a single."
## [1] "Say It to My Face - Single may be a single."
## [1] "Rumors - Single may be a single."
## [1] "ROXANNE - Single may be a single."
## [1] "Put Your Records On - Single may be a single."
## [1] "No Frauds - Single may be a single."
## [1] "MY HOUSE - Single may be a single."
## [1] "Money - Single may be a single."
## [1] "Miss YOU! - Single may be a single."
## [1] "MISA MISA! - Single may be a single."
## [1] "Lo que tú me das - Single may be a single."
## [1] "Live It Up (Official Song 2018 FIFA World Cup Russia) - Single may be a single."
## [1] "Lets Link - Single may be a single."
## [1] "Lalala - Single may be a single."
## [1] "How Do U Want It - Single may be a single."
## [1] "Hot Girl Summer - Single may be a single."
## [1] "Freak - Single may be a single."
## [1] "FourFiveSeconds - Single may be a single."
## [1] "Fangs - Single may be a single."
## [1] "Discounts - Single may be a single."
## [1] "Con Calma (feat. Snow) - Single may be a single."
## [1] "Con Altura - Single may be a single."
## [1] "Cobra - Single may be a single."
## [1] "Chanel - Single may be a single."
## [1] "Cat Girls Are Ruining My Life! - Single may be a single."
## [1] "Bilingue - Single may be a single."
## [1] "Bad Liar - Single may be a single."
## [1] "Agoraphobic - Single may be a single."
## [1] "3 Musketeers - Single may be a single."
## [1] "1999 WILDFIRE - Single may be a single."
## [1] "1998 TRUMAN - Single may be a single."
## [1] "1997 DIANA - Single may be a single."